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Computerized analysis of digital subtraction angiography: a tool for quantitative in-vivo vascular imaging
- Source :
- Journal of digital imaging. 21(4)
- Publication Year :
- 2007
-
Abstract
- The purpose of our study was to develop a user-independent computerized tool for the automated segmentation and quantitative assessment of in vivo-acquired digital subtraction angiography (DSA) images. Vessel enhancement was accomplished based on the concept of image structural tensor. The developed software was tested on a series of DSA images acquired from one animal and two human angiogenesis models. Its performance was evaluated against manually segmented images. A receiver's operating characteristic curve was obtained for every image with regard to the different percentages of the image histogram. The area under the mean curve was 0.89 for the experimental angiogenesis model and 0.76 and 0.86 for the two clinical angiogenesis models. The coordinates of the operating point were 8.3% false positive rate and 92.8% true positive rate for the experimental model. Correspondingly for clinical angiogenesis models, the coordinates were 8.6% false positive rate and 89.2% true positive rate and 9.8% false positive rate and 93.8% true positive rate, respectively. A new user-friendly tool for the analysis of vascular networks in DSA images was developed that can be easily used in either experimental or clinical studies. Its main characteristics are robustness and fast and automatic execution. J Digit Imaging
- Subjects :
- Computer science
Contrast Media/diagnostic use
Normal Distribution
Subclavian Artery
Angiography, Digital Subtraction/*methods
Contrast Media
Image processing
Neovascularization, Pathologic/radiography
Sensitivity and Specificity
Article
Software
Robustness (computer science)
Triiodobenzoic Acids
medicine
Image Processing, Computer-Assisted
Animals
Humans
Radiology, Nuclear Medicine and imaging
Computer vision
Radiographic Image Enhancement/methods
False Positive Reactions
False Negative Reactions
Observer Variation
Radiological and Ultrasound Technology
medicine.diagnostic_test
Neovascularization, Pathologic
business.industry
Angiography, Digital Subtraction
Reproducibility of Results
Digital subtraction angiography
Subclavian Artery/radiography
Image Processing, Computer-Assisted/*methods
Computer Science Applications
Hindlimb
Radiographic Image Enhancement
Disease Models, Animal
ROC Curve
Hindlimb/blood supply/radiography
Artificial intelligence
False positive rate
Rabbits
business
Triiodobenzoic Acids/diagnostic use
Image histogram
Subjects
Details
- ISSN :
- 1618727X
- Volume :
- 21
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- Journal of digital imaging
- Accession number :
- edsair.doi.dedup.....9844f11f0e000cdf155960722577d0e1